foundational

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UpdatedApril 9, 2026 at 09:49

Skill for the Foundational area of tone. 1237 symbols across 347 files.

Installation

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Source

tonehq

tonehq/tone

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Writers and AuthorsArts, Design, Entertainment, Sports, and Media Occupations·SOC 27-3043

SKILL.md

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name	foundational
description	Skill for the Foundational area of tone. 1237 symbols across 347 files.

Foundational

1237 symbols | 347 files | Cohesion: 78%

When to Use

Working with code in pipecat/
Understanding how create_llm_service, get_llm_for_agent, test_pipeline_start_metadata work
Modifying foundational-related functionality

Key Files

File	Symbols
`pipecat/tests/test_pipeline.py`	test_pipeline_start_metadata, test_task_single, test_task_observers, CustomObserver, test_task_add_observer (+16)
`pipecat/examples/foundational/22d-natural-conversation-gemini-audio.py`	TurnDetectionLLM, run_bot, on_client_disconnected, bot, AudioAccumulator (+14)
`pipecat/examples/foundational/22c-natural-conversation-mixed-llms.py`	TurnDetectionLLM, run_bot, on_client_disconnected, bot, on_client_connected (+11)
`pipecat/examples/foundational/22b-natural-conversation-proposal.py`	TurnDetectionLLM, run_bot, on_client_disconnected, bot, on_client_connected (+11)
`pipecat/src/pipecat/pipeline/task.py`	PipelineParams, PipelineTask, event_handler, set_reached_upstream_filter, set_reached_downstream_filter (+9)
`pipecat/examples/foundational/25-google-audio-in.py`	run_bot, on_client_disconnected, bot, on_client_connected, UserAudioCollector (+7)
`pipecat/examples/foundational/07s-interruptible-google-audio-in.py`	run_bot, on_client_disconnected, bot, on_client_connected, UserAudioCollector (+6)
`pipecat/examples/foundational/28-user-assistant-turns.py`	TranscriptHandler, run_bot, on_client_disconnected, bot, on_client_connected (+5)
`pipecat/examples/foundational/17-detect-user-idle.py`	IdleHandler, run_bot, on_client_disconnected, bot, on_client_connected (+4)
`pipecat/examples/foundational/39c-multiple-mcp.py`	run_bot, on_client_disconnected, bot, on_client_connected, process_frame (+3)

Entry Points

Start here when exploring this area:

create_llm_service (Function) — dev/test_llm_models.py:78
get_llm_for_agent (Function) — core/services/agent_factory_service.py:366
test_pipeline_start_metadata (Function) — pipecat/tests/test_pipeline.py:59
test_task_single (Function) — pipecat/tests/test_pipeline.py:100
test_task_observers (Function) — pipecat/tests/test_pipeline.py:109

Key Symbols

Symbol	Type	File	Line
`CustomObserver`	Class	`pipecat/tests/test_pipeline.py`	112
`TranscriptHandler`	Class	`pipecat/examples/foundational/28-user-assistant-turns.py`	40
`TurnDetectionLLM`	Class	`pipecat/examples/foundational/22d-natural-conversation-gemini-audio.py`	630
`TurnDetectionLLM`	Class	`pipecat/examples/foundational/22c-natural-conversation-mixed-llms.py`	399
`TurnDetectionLLM`	Class	`pipecat/examples/foundational/22b-natural-conversation-proposal.py`	200
`TurnDetectionLLM`	Class	`pipecat/examples/foundational/22-natural-conversation.py`	44
`IdleHandler`	Class	`pipecat/examples/foundational/17-detect-user-idle.py`	44
`UserTurnStrategies`	Class	`pipecat/src/pipecat/turns/user_turn_strategies.py`	25
`ExternalUserTurnStrategies`	Class	`pipecat/src/pipecat/turns/user_turn_strategies.py`	52
`MCPClient`	Class	`pipecat/src/pipecat/services/mcp_service.py`	34
`LLMService`	Class	`pipecat/src/pipecat/services/llm_service.py`	144
`PipelineParams`	Class	`pipecat/src/pipecat/pipeline/task.py`	101
`PipelineTask`	Class	`pipecat/src/pipecat/pipeline/task.py`	151
`PipelineRunner`	Class	`pipecat/src/pipecat/pipeline/runner.py`	25
`Pipeline`	Class	`pipecat/src/pipecat/pipeline/pipeline.py`	90
`LLMSwitcher`	Class	`pipecat/src/pipecat/pipeline/llm_switcher.py`	16
`PipelineTaskParams`	Class	`pipecat/src/pipecat/pipeline/base_task.py`	22
`TurnAnalyzerUserTurnStopStrategy`	Class	`pipecat/src/pipecat/turns/user_stop/turn_analyzer_user_turn_stop_strategy.py`	28
`LocalAudioTransportParams`	Class	`pipecat/src/pipecat/transports/local/audio.py`	34
`LocalAudioTransport`	Class	`pipecat/src/pipecat/transports/local/audio.py`	191

Execution Flows

Flow	Type	Steps
`Process_frame → _run_handler`	cross_community	10
`Process_frame → Create_task`	cross_community	10
`Start → _run_handler`	cross_community	9
`Start → Create_task`	cross_community	9
`Start → Get_time`	cross_community	9
`Start → _run_handler`	cross_community	9
`Start → Create_task`	cross_community	9
`Start → Get_time`	cross_community	9
`Start → FramePushed`	cross_community	9
`Process_frame → _run_handler`	cross_community	8

Connected Areas

Area	Connections
Tests	65 calls
Services	42 calls
Google	25 calls
Processors	21 calls
Cartesia	20 calls
Websocket	15 calls
Pipeline	12 calls
Frames	12 calls

How to Explore

gitnexus_context({name: "create_llm_service"}) — see callers and callees
gitnexus_query({query: "foundational"}) — find related execution flows
Read key files listed above for implementation details

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Foundational

1237 symbols | 347 files | Cohesion: 78%

When to Use

Working with code in pipecat/

Understanding how create_llm_service, get_llm_for_agent, test_pipeline_start_metadata work

Modifying foundational-related functionality

Key Files

File

Symbols

pipecat/tests/test_pipeline.py

test_pipeline_start_metadata, test_task_single, test_task_observers, CustomObserver, test_task_add_observer (+16)

pipecat/examples/foundational/22d-natural-conversation-gemini-audio.py

TurnDetectionLLM, run_bot, on_client_disconnected, bot, AudioAccumulator (+14)

pipecat/examples/foundational/22c-natural-conversation-mixed-llms.py

TurnDetectionLLM, run_bot, on_client_disconnected, bot, on_client_connected (+11)

pipecat/examples/foundational/22b-natural-conversation-proposal.py

TurnDetectionLLM, run_bot, on_client_disconnected, bot, on_client_connected (+11)

pipecat/src/pipecat/pipeline/task.py

PipelineParams, PipelineTask, event_handler, set_reached_upstream_filter, set_reached_downstream_filter (+9)

pipecat/examples/foundational/25-google-audio-in.py

run_bot, on_client_disconnected, bot, on_client_connected, UserAudioCollector (+7)

pipecat/examples/foundational/07s-interruptible-google-audio-in.py

run_bot, on_client_disconnected, bot, on_client_connected, UserAudioCollector (+6)

pipecat/examples/foundational/28-user-assistant-turns.py

TranscriptHandler, run_bot, on_client_disconnected, bot, on_client_connected (+5)

pipecat/examples/foundational/17-detect-user-idle.py

IdleHandler, run_bot, on_client_disconnected, bot, on_client_connected (+4)

pipecat/examples/foundational/39c-multiple-mcp.py

run_bot, on_client_disconnected, bot, on_client_connected, process_frame (+3)

Entry Points

Start here when exploring this area:

create_llm_service (Function) — dev/test_llm_models.py:78

get_llm_for_agent (Function) — core/services/agent_factory_service.py:366

test_pipeline_start_metadata (Function) — pipecat/tests/test_pipeline.py:59

test_task_single (Function) — pipecat/tests/test_pipeline.py:100

test_task_observers (Function) — pipecat/tests/test_pipeline.py:109

Key Symbols

Symbol

Type

File

Line

CustomObserver

Class

pipecat/tests/test_pipeline.py

112

TranscriptHandler

Class

pipecat/examples/foundational/28-user-assistant-turns.py

TurnDetectionLLM

Class

pipecat/examples/foundational/22d-natural-conversation-gemini-audio.py

630

TurnDetectionLLM

Class

pipecat/examples/foundational/22c-natural-conversation-mixed-llms.py

399

TurnDetectionLLM

Class

pipecat/examples/foundational/22b-natural-conversation-proposal.py

200

TurnDetectionLLM

Class

pipecat/examples/foundational/22-natural-conversation.py

IdleHandler

Class

pipecat/examples/foundational/17-detect-user-idle.py

UserTurnStrategies

Class

pipecat/src/pipecat/turns/user_turn_strategies.py

ExternalUserTurnStrategies

Class

pipecat/src/pipecat/turns/user_turn_strategies.py

MCPClient

Class

pipecat/src/pipecat/services/mcp_service.py

LLMService

Class

pipecat/src/pipecat/services/llm_service.py

144

PipelineParams

Class

pipecat/src/pipecat/pipeline/task.py

101

PipelineTask

Class

pipecat/src/pipecat/pipeline/task.py

151

PipelineRunner

Class

pipecat/src/pipecat/pipeline/runner.py

Pipeline

Class

pipecat/src/pipecat/pipeline/pipeline.py

LLMSwitcher

Class

pipecat/src/pipecat/pipeline/llm_switcher.py

PipelineTaskParams

Class

pipecat/src/pipecat/pipeline/base_task.py

TurnAnalyzerUserTurnStopStrategy

Class

pipecat/src/pipecat/turns/user_stop/turn_analyzer_user_turn_stop_strategy.py

LocalAudioTransportParams

Class

pipecat/src/pipecat/transports/local/audio.py

LocalAudioTransport

Class

pipecat/src/pipecat/transports/local/audio.py

191

Execution Flows

Flow

Type

Steps

Process_frame → _run_handler

cross_community

Process_frame → Create_task

cross_community

Start → _run_handler

cross_community

Start → Create_task

cross_community

Start → Get_time

cross_community

Start → _run_handler

cross_community

Start → Create_task

cross_community

Start → Get_time

cross_community

Start → FramePushed

cross_community

Process_frame → _run_handler

cross_community

Connected Areas

Area

Connections

Tests

65 calls

Services

42 calls

Google

25 calls

Processors

21 calls

Cartesia

20 calls

Websocket

15 calls

Pipeline

12 calls

Frames

12 calls

How to Explore

gitnexus_context({name: "create_llm_service"}) — see callers and callees

gitnexus_query({query: "foundational"}) — find related execution flows

Read key files listed above for implementation details